{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "MinGW-w64安装教程——著名C/C++编译器GCC的Windows版本\n",
    "\n",
    "https://zhuanlan.zhihu.com/p/76613134\n",
    "\n",
    "推荐使用Mingw-w64，因为Mingw基本不更新了"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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/EWbkWnWtnTTiIvVaYlnWd1RVW31JTT60HdmuUylm1KGtZCK7S2IiIbGXKN5lL6tCiVq9LJ6o2Js9j37tlrvwvF4f/IEAAoE8+AN5yMv3oqAQiOfrHE1/0t0G6j965LB1YdJ3zOIJ0okLgFwVjD/96g+/cZVQVcx6xuAZh6bE8CRd2fXMxImVRc+NC01qSXVRSjRtZGe+Kpl9SbWTepy4jic3rB/Z0tSu7oB1URRjBpoku3YxZmSo6pY5fceeZmXZ1EMiTW8o4WuitURaonRiz964rY7ZRiJJhtsqbO2aSbbvLkNg1pJKcU23bDGRHU9Sa8Iu0ZbNMHdJgAS6JZDpv72kSr36Y5uomWQ76UAvY/59t2qklEk+1I/SuaKnJUqrPevQqGc2krg0JaRCUppNQKQ0lmxXylmN2CqZfTMbNL8NP2xVzJx03729RT6j2YwZ6VpNl9a9AYVIBIXHA7/Pj0BeAfLyRUgUoKCwEJpWrIx68/WohBxIZEKs2i2ryIRkXjntEuTLS1TsuTa/1IXE+j/zD7/5bSto7Cozif/rWmAQUvSLVXeXxOycShUNiVrS4a727e12zU2t0rVEakr6i26ilNpLHCbc67JnFEr+6lKqa0JWxrtWUynJ50z6vmSoymQSIIGMBFKumxnLnVtG+gtD+lRbC0kFEgeJvfRlky7yUsSokLaeZcKWmyIurCLKll7OVlrPVgmpeebfui6lk0xme5BsJflI2UiTlK3tcy1nCjn59ni88Pn9avP7fPD74wj4IwjAj7y4vm4iyUXbSec/0XoM1151BTb8+r/x+htvqZd8Gf+nvhRKiUbIX335n4pMmMcm6J66YY9mZChreehBUhAjtbhVzp6R5szJeJUyfLZ+JdvtJO+rpmywknN5lE44ZaSSBe+MdZlBAiRAArkgYFw/EpeRxF6y+cS1zdqzdpJL9uuRdWnL5Gc2rWe+/tqjJ9Y0R14AAb9McwT06ERBIfILC5Ff4EGerKew3d3x5Zkz8fd///fKCf+ZUychT8N8ddMmvNW4IRvPWIYESIAESIAESGCIE3jwwQfxd3/3d2qKxNvR3g5NXvsds98jOsQJsfskQAIkQAIkQAJZE/DKC1TU1MVghHCydpMFSYAESIAESIAEnErAK6vq9Y/57VRX6RcJkAAJkAAJkIATCXjhkUdPyCqP1EdQONFd+kQCJEACJEACJOA0Al6v169uB5FbQvghARIgARIgARIggd4SoJjoLTGWJwESIAESIAESSCLg9Xj9xhSHyyMTe2twnfEUr3s3JvWRByRAAiRAAiRAAv1IQIkJedpYlyeO5bDRjffqj+qUh2IktutQszebRjbiXlXPXj5dWja2WIYESIAESIAESCDXBLwej1+9zdH22q4ctqFf9G9ZC9yzQX9qpn4b6gbck8NWlKnSMN42ntT5THmujdMeCZAACZAACQw8gagWx6lIFJ+fjeCTU5347EwEpyIxSLqTPl5oxt0c1i2iOXRv48tYq8zdg9uSLvDleCb+NsKlZlt7UXOdPWrhgT5VIWLkFsPGZiyY6oHnuutwXZe0GuxFSrTCmva4DjU191oRkevs4ZCNifS0EZM0+ZxCMceM3yRAAiRAArkmEItr2HHkAP7jvb8g/MYbqHh5E2b84g1c9vM/4cpfbMe16/6CG1/6I+5+9Y9Y/sdt+OWePdhz7Aiimrx+a/A+XnVbqPHOjZy7MfVyzFJG1+KWjOsZRARMxYLNs7CySaIXetRi7S0yrSGiw4xiGPlvv423u6SFYemSLp3YjAUf3IZ400rly+YFK6CWVIjYkJAJDLtGvlXdyr8HG4yIh0RVGPWwCHGHBEiABEggRwROtLehftdr+M7GVbi7YS0efvtV/D8fvIc/HTyMT06dxvGOCFo7ojjREcXhM+14/0grXvloH3723nb865/ewFNbXsHv9r+Lk52nc+RR78zoYqJ3dbIvXRrGsyt1OWFWWnuLEYG4TqIJAMzoxazbcatSBOW4Tc2BbMaLv85qUYVpOsP3LKxcXA6UTsOVqsR72L0X2PvrF7FZjq12U6o3faDnYy2W26MZKcV4SAIkQAIkQALnSiAWj+HlPS/hfzf+AE9u+Rne/WwPNHRiRJ4PI/N9KAoAeT4P/F59C3g9yPN6UOj3YnieT5XzezUcOv05XvtwM158/7/wzsE/IaJFztWlc6pn3MIhEYH+CZGUht82HtfdhCRdsXkB7q7Zi72739Md37wAU43ohQoYnFN3zqHSldPSRzXKn8EGY2HH5gVTjWkS+yLQc2iLVUiABEiABEjAILC/bQ+qf38/frL1KXx2ej9G5HkxLOBBwBuDzxOFBzF4PRq80OAxXqftQRw+b1yl+z1x+L1x5Pviqt6IgA/R2EnsOPQH/GlfPdrOfjpgrL3wyAu+ZCFHfy/mKEX4bX0RpnmRll6WTtPjBZi1Ek226QSZUng7sahiwIDYGyp/JrFoVPd5Mxas4H2ndkbcJwESIAES6D2Bvx74b/z493fhvcO/UdGFIr8Igwj83g74PBElJkxB4RExYVyjPcZryf1eIOCJI88bR55HQ55XQ4E/jmI/MDzPj/aOj9F06Hm0nvpr7507hxpeIIY4NMTRD28NlQWM5nSG5dxGvKxWZd6DZSIWym/T7+zYvAD26/TemuuMRZhmxc34oMncN7/TpZl53X+X3nq7vp5j7cv6Gopui++FGUCZdfnUbksykwRIgARIgAS6I/D7j/4Nz26rRHv0U4zI8yPg7YDf2w6/R7ZOtYmg8MqGGDwem5iQyIREJDwaAj4NAa+GPJ+GAl8MBd6Y+i7yxzAsz4d8XztOtP0KZ8/8pjt3cpLnjcejAGSKo3+mOWCbvtDvmLgFa1UU4hnoN3jIIkt9CsRaT+HxYOoCtaIBQDkWG/MjKl+Jk3RpveRhrecwFodOXWCskdDtiJhJ3OEhC0SBWSubBj1a0stesjgJkAAJkICDCPymeQX++4P7ke89g2J/HAHPWfi9Z5HnaUdABIUIC08iOuH1RuGVGQSPfo2WV3IqMeGVuhryTSHh01Do11Dk11Doi6FYBEVAohRA++lGtLVJVL3/ZiA8j638z3jZ7C9hwcJ/xh/efMVByAfYFYmiyGINETpvd3d3yAD7xeZIgARIgATOCwJ/+uSX+Pm276JIogi+CKLxANpjw9GuDUOHNgxnY8NxNjYSZ2JBnImOwulYEKeiY9TWFhmHKEZgbEEnJha2Y3xhh9rG5XdgbEEHxhR0Ykx+J0blRTAyEMWIvAiCgSh8Xg2nIz6c7NQwOngLxo34cs5YPvjgg1i+fLn64e33eOPq7lAYizty1orjDcmzLfSIg+UqhYSFgjskQAIkQAK5I3Do1Ef4f9/7MaLacER8cXjjp5HnOYN832nE4VVbLO5HVMvXpzskQqHpayckMqEWYMZl4SXUAkyZ3tCjEmZEQo9GSESiOBDFcEtI+HEq6seZmAfHPv8D8gIXYWThxNx1zLDk9/t98Hq98Plc/m6OXqPRF4SGe12PFUiABEiABEggewJaXMPPt/8fHDzVhhH5o9ARa0dcnu8kt3n6zqBATUB4oYmY8OYhgnxENHMNRQe8iKp1EzJLIQsxZeGl3MEhaySK/FEU+6MY7o9imHwHohiZF1ULMk9FAjgZETHhw9moHyc7Y9h24Lf4X5f8X/DJe7ly+PEXFhfCH/DDH8jLoVmaIgESIAESIAESEAK/3/87/O6Tv6LIfwHaY50IePzQ4j61iTzI851GIU4gHvcg5vMjGs9D1FuITl8RfLEOeDydiGpRRGIaRJh4ZaGlN6oiEMMkCuGPYkQgimBeRE1z5Hs0nOwM4EQkgFMiJmI+nI34cDaWh4PHD2HssJ34n+Ovyung+IePCCIvLx/5+aKN+CEBEiABEiABEsgVgc5YJ57fuRFnYyPg83kQ09oR9eQhhgBi8EODDzH4UOA9hSJ/K+SpEmq6I56P01E/YloeinzjUDIsgDx/EUYEgBGBM2qRZqGvQ62PkHUSo/P0NRMBbxytnQG16VEJP05HfTgT9aE95sOpSBx/+OQDTBkzDYX+/Fx1E/7gqLHIyy9AYVFxzozSEAmQAAmQAAmQAPDHgzvxzueHUeQfbUQlAoiJmIgHlGjQIxR+xH1eFPlOYJjvOGJxWTDZiUnDxuPuq27G306agZLho+H3yFRIHEfOnkbL8U+w//g7GOb7BKPyNbUAM88Tx7GOPBzvDKAt4ldTHCJIREicVWLCqwTFwTOn8e7hffjypEtzNkT+0WPGoaCwCEXFw3JmlIZIgARIgARIgASAxg934lS0ED6PD9F4J2KeTvi8+WoqQxcUAWhx2XzqDd4F3qPI9xxCRen/xt9f9n2MK5yA9tOn0H6yDZrHg0DAj5LCQlw84gqcvfBiHGj9I/zR3yHfG8PRjgIc6cjHCUNIqCkOERIxH9qjPnRoIiZEZMTwx4MHcismgiImCnyMTPCsJwESIAESIIEcEjh29jR+++kBxDEaZzUNvngEEXm6pdaJgLcAEa0AEZ8sttS/o3E/2j2d+OYVC/GN0qU4frQVe/bvUXdcBgIB5OXlqU3WTsh+QX4xpoy7ER1nh+GjI5vw2dk8HI/ko61TX3QpYuKMISRkikPERKfmRUcsgK2HW7H/ZBtKho/ISY/9I0flIy8QR0GhLycGaYQESIAESIAESAD4/YH9+PBkHIW+IOIxefiU+ZjsCPxap3pAVZ5WhID3LDq1QrRpMdxaep8SEvs++hhHjn6uRIMICfnInZf2TYvH4I37kF/4ZSCvHR8f2YqT0Xx9ekMJCb+KSnTEREDoQiKqedCpedDWqWHzgc9QMi1HYmJYIRCIA3m5vUuE5xEJkAAJkAAJDGkCfzp0DG2dxfDm+9Apyyw98uKuqPHeDT1CIY/PlidfenEKE4rGI/Q/F6D1aCuOHT+qHgYVi8UwevRojBo1CqaokHdX+Xz6Yx2iUXnstg9fHDMLb37yGT46eQbtWh7ORP1qfYQSEpoXEc0DERLRuFd9t3XG8M7np3D7tNwMkVfWcoqOoJZIB3Qj7vXcm3h3x94aXKfebMq3hybTSuGUnMkjEiABEhiSBPYcjyISH6nu5NCfbKk/3fJ0bBRORUfjVHQsTkXHoS1yAQ6dHYO/ufBmjCkYjSPHjiA/Px9+vx8TJkzApEmTUFRUpMSEOd0hEYpIJIJoNIr2jrPI9+dhwogr0HyyAJ+cLsLBMwU4dDYfh9vzcKQ9D0dl68zH8Q79To9T0Xx8cLwDES03j9j2SvBEHlflmkkO64LuSbw7497+epOnvDfEfIfIXtTc/SJub5I3ib6Nfn+hqfSzy0vSBum/x1RfUo9h5zRIPrJZEiABEnAQgU4tjv2nPYjER+iPzDYflR0N4rQ8KluJiTFoi47Fich4nNEuwtXjr4TW3oG4B0pIBINBJSbSdUveHSVRi87OTnR0dCAeieCi4EQcbh+Bj08X4MDZAhw+m4/P2/N1MdGZp4SEebfHyUgAH7ZpaI/m5iWffhER8uIQ2Zz/2Yh7p+oX9LdLTW/lV/HL2PhMufHiMDM9199N+GDzlbjNajfX9mmPBEiABEjgfCEgiyQ/O1OASGykuktDXrKlXiOuXiEuL+0yjzXE4/JyLuCi4RegM9KBgF+fKxAx0d1HohMiJjRNQ3t7OyYUD8PBsyNxvCMGD7z6KzzjHv1pm8ZrvuTBWBKLEA0R98jzJ+LqZWDdtZNNntd8iLYrxMTe3Xhv1u24NemCbv9VrIfb7703EbW4rmZvgkNKVKPnvET4fuO9t2AtjDeMXleDjfJW0ZSIyMZ7PUiymWgZkpd4C6ltmiStTxIFWYDN5htXVTsJX3Sz9uMe+m3zQ3b75ktND7714EtKfz22aaSMfqX4z0MSIAEScDoBkQsxeOHzBowtD15vHrwe2Qrg9RTC4ymC1zMMHs9w+HwjUSgLLT0eNcUh0xxyx0Z3H1k7IVEJme7ojHSi0H5QTFMAACAASURBVO/FiQhwrCOO1oiGtkgcp6IaTsXiOB3TlHA4G9PQHoujQ4uhPaYhouXmjeGmlujOX+fklYax7MoFmKrWLWS6cK8FbpOpCNk24MoFd0PXExLV+ADLVLrkNeH2F+155hSGUe+DpqR+lz+zAffgHmyQ+m+HUR5ehnvWLjdsA9hbg+Vr78GydPMfG+/FLdhg+BRHfMOV0M1n8qkU4WdXYpZ6VXsc8Wf0l7UnOdTlIFO/Uwr22ZdwFr7ZfGlaCSxYYaw7SUSWzPG5x3Qvo19mAX6TAAmQgHsISNT/gsIYRuZ3YHR+p3qolLzx84JC2TowoagDk4rbUVJ0FhcPO4OS4tNoj3Yi4A+otREiJnr6SFRCIhIiKDzw4GRnB4p8nyIYOIARgcMY7v8cw/xH1Vbsa1VP2JQHYxX6TiDf14Yi/ynk+3ITSlBiIjemeup2bvLLnzGFQhzLPphq/Nq3LZLEPbjNuvaW47Z7NuPFX+8FNr6ciCwoMSJvDN2sX9Ql755ltnUQ5Ximxwt4ORavhG5bfu2vWACsXJx+qmXq5Zi19hZYv8LLn4Ey351PvcaVod+pdgbal9Jbcfus97BbAkRdONucy+SXrQh3SYAESMAtBAI+LyYVyaOvI+qdGepx18Yjr8cVdGB8QQcmFHZgYlE7LipuxwX5bfj8zAn48vOVmOgpKiEcjh07pqY5JDJRkFeAj9s+Qx4+xKi8wxjp/9wSE8W+41BiQoSEvw2Fvjbk+05iVF47ivy5iSnkxsogja4pLDbcsxYvd7MG88ppxrzIPbbogBGh6FEzdNO30vAyXKl+dW/Ey5miElK/NIy3VXu34WUjqmLNkOTYJ7u7Vr/tiYPki92FtPvd+ZW2AhNJgARIwLkEAl4PLhnpw/BAp3r5lnp/RkEnxuZ3YpxsBe2YUNiOSYaYuKj4FA6c+EhNcxQYgkLu3JD1EKkfiex+8sknSkzI3RzyyRtWhL8e/DMKPLqYGB74DMP9RzDMdwzF/uMo8snWqqIShb6TyPO04ZIR8vbR3MiA3FhJ7Wl/HW+8t8s6BUC/kCeiEfbGJW8WLp8KoPw23LP2FlgXcTUzcZ1+rH4V26YssBH32gvaTSbtS+RD1lHcgvcyRSXs7ai7HuJoWjkL78lP9e58knY2f4DkyRbjF77kqahGkjO2A1u/bamyu7fG6HNffeniW0pD6Q4V55dtt9ruxntGuYx+mWs8shqPdI0yjQRIgAQGh8Blowoxwt+JUfkRjJKpjvwIxhR0YFxhJ8YXdioxcWHRWXyh+AxKR3TiTPsuHDv7uXrxpggJWWApd2ycPXvW2k6cOIF9+/bh888/V0Kjo7MD48dOxNH2z7Hl0//C+MIjGBk4hBH+z4wpjiMoNgWF/wQKvW0o8LXBj1ZcNioffmvlZN8YuevxEuWLsXK5TG3YOz0LK5vetk0vyMV9rVXgng1xY/qiHM80rcR1U2VmyfzIGgjZD+PtJqi8BUbWrJVyGU++lJu17N/li1di1toP0q+VMAqW3no73rO3K2sh1O0opd36tOwej94XiV48I9MqyzF1qgfKx3tkBYf9k6nf9jJAbnwJI9m35DYyHpWG8ezK69SaF1Vm1izMwpVqN7NfGa0xgwRIgAQcTeBvxo/Gpg815Ps6keeNI8+rIc+nfxf4Yij0x1Dkj2KYL4ZhefIq8dM4eGwTRk+6HV5PwHqOhExjyLoIWSNh3goqz6CQCMX4CyZg1NiReOavVYhGtmN03kR0aO3qiZoRrRCReAGiWh6i8pbSeB40j7zi3IeoP45rx4/JGT9PLB6Pe+JxLFu2DI899ljODA+OIbmT4GXcZj0bov+9kF/Ud+NZvJ1u4WX/N2+0MPD9zknXJNK0/HI0vR1G0g06OTFOIyRAAiQwOATkIt9+9iw8eXl49A+v4ni7rFXwIM8bQ75PQ4FXQ4ESEjEM88cwLBDBiEAMo/M6MDb/JEYUX4Phw2+DxxNQdto7Oqy7NkRYyCZPwJwwbgKKRxTi//sgjDc+/DdE4pNwNhZEhzYMHVoROrUi/b0fcXmxWL4SFfJyMXkq5vD8kXj+1oUI+vQ1GmKvt58HH3wQy5cvV2sX3RWZ6G1P+7v83hrcvQC4vYmXwuxQ70XNdbLw1SwtkSEKCZMGv0mABNxPQNY4fPTRR2g7cQLXXH0NvjRhHH6//zOMDPgg0QglJoyoRLE/huH+KIbnRTEiEMXY/A4UeH040LoDZ1o1XDTmaxhbfAEKCgoQbT+LSDQij6dQiy09Bfn45NTH+M8tP8auwz/FqHwgFj8KnycOvxaBL9YJeVR3p6cIfhWd6ETUE1CiojMWw5cnXIYJxSPx3rvvIr+gAJMnT1YPyjrXETjPxIQ8c8K6leNcmWRfTy0aDGdfvt9KDnC/z7kfpQi/HYcTiJ1zF1iRBEiABLohcOTIEXz88cf4y1/+oi76100uxe4j76HAK9MasuAxhkJfDCIkikVIBKIYkRdVd3zkezUc78hXrxLff/oA/nCwAcWFl6Jk5EUYXxxEgT8fZ6Md+PjoR3jn0F+x/VAD4tFdGFfwBbRrR9RdGsWeY/Cql4pF4YvJe0D0l4pFPfmIxOUNpR0o9gF/f+mXcWj/QWx85RVMnz4dw4YNw4UXXthNz7rPOs/ERPedZS4JkAAJkAAJ9BcBmd5oa2tTYuLQoUP4/dt/wHcv/y6uumAiPmltxog8nxIS+loJmeLQxUQwL4KAJ47WzgCOdOTheGcAJ6MFONrhxZ8++xj7Th9TT7b8rCMP+Z7PUOBtwTDfPkws9CKYNx5nNR98sRg8njgKvPL8iFZ4Y/LILF1M+DxRROOd6tXnsRhw9QVXYtbE6ahf9yIOHz6sIiny/g95D4gs+jyXD8XEuVBjHRIgARIgARJIQ0CedCyiQhZINrc0Y8eO9/HVy2aisX0vCnwdKPbLK8ljKA7IgssYRuRF4EMcJyIBHOvUX8LV2ulHW8SH09EAYshHDH6cjsZxslND1BdHYX4BAr6RiMTPoj12Fn5PMXweefNoJ+CPosB7GgXeVnloNjyIqM0bL4AHeYj5fLj7mjvw6Yef4t0d7/b4lM00XUybdG4SJK0pJpIACZAACZDA0CUgQkKmCy6++GJccMEFamHi62/+BkXaSFw14UoM87VjeCCCkWqT6Q0REsCJSB5OdOShrTOAtogfJ6N+nI74cSbqU68Rj2pSSh7N7YHP60M8rt+Zoe7WMBZadsSGoV0bjvbYCLUA0+vRUOA7hUL/aRT4RFychhfH8LUvzsaMMbPwym9eQSwaU682/+IXv4iRI0eec1RCRtwvd0YmbpUcuicBe04CJEACJEACfSUwduxYlJSUqPdrHD9+XN15sWPnDhQWjUHhmavhOQO0e+KIeuM46QFimrxZ1KO+/ZoXo+MeDI958QW/F51FXnTke9ExQkSFV5XzYiT8nkL4vRfq6yE8nZBpDFkbIZvXE4UXMfi8EpXQEJcXfsVFgHgRjQNfzL9aRUsuuGAcJk6coESECJ9x48b1qeuc5ugTPlYmARIgARIggQQBucXykksuwejRo9XtnDLloT+l0oMRwy9Qd2NIaXlnqP5J7MkzlCRV3uuZdt+j//zX3/xplTRqiFFV07Br2tdbk/+XFFmAqcVjuHbctSpyIg/HkreTnsutoUZD6otiwk6D+yRAAiRAAiTQRwKyiHHUqFF9tOKu6lwz4a7xorckQAIkQAIk4DgCFBOOGxI6RAIkQAIkQALuIkAx4a7xorckQAIkQAIk4DgCFBOOGxI6RAIkQAIkQALuIkAx4a7xorckQAIkQAIk4DgCFBOOGxI6RAIkQAIkQALuIkAx4a7xorckQAIkQAIk4DgCFBOOGxI6RAIkQAIkQALuIkAx4a7xorckQAIkQAIk4DgCFBOOGxI6RAIkQAIkQALuIpD0OO2f//zn7vKe3pIACZAACZAACQw6gSQx8e1vf3vQHaIDJEACJEACJEACzifw4IMPWk4miYkTJ05YGdwhARIgARIgARIggWwIcM1ENpRYhgRIgARIgARIICMBiomMaJhBAiRAAiRAAiSQDQGKiWwosQwJkAAJkAAJkEBGAhQTGdEwgwRIgARIgARIIBsCFBPZUGIZEiABEiABEiCBjAQoJjKiYQYJkAAJkAAJkEA2BCgmsqHEMiRAAiRAAiRAAhkJUExkRMMMEiABEiABEiCBbAhQTGRDiWVIgARIgARIgAQyEkh6AmbGUswgARLoFYG6ujocPHgQHR0dvarHwiSQjkB+fj4mTpyIysrKdNlMI4FBJ0AxMehDQAfONwK1a9agqLAQCxYswNixY8+37rE/g0DgyJEjWLduHeTcqpo/fxA8YJMk0D0Bionu+TCXBHpN4NjRo/jO4sUIBoM4c+ZMr+uzAgmkEhg9ejTmzZuHFStWpGbxmAQcQYBrJhwxDHTifCIQiUQgf/zb29vPp26xL4NIQM4lOafk3OKHBJxIwB8HIBs/JEACuSMQj8chGz8kkCsCPJ9yRZJ2+oOANc3BP3v9gZc2nUOgEeFgAypaa1A2QE7xj/8AgWYzJEACg06AkYlBH4Kh7UBjOIiGilbUpF7hG8MINlSgtUvGufIqQ01raiPnaiu7ehQT2XFiKRIgAfcT8JoRCc39fWEPXEigrKISdStq0ZLkewtqV9ShsmJgL/5JLvTxQISEpmmJrXk15owahVHGFt5ky7OXs/absXrOHKxu7qFckt0sylv2e7DLcomxcwgLitM+/kfJ6v1KwBsz1kyYoqJfW6NxEkglUHY/qrEer9rVRMurWI9q3G9qiZZazAkG1d0RcofEnFqzcAtq58xBbW3YyAujEYBEO6Scvs2BXlymOfR85YJEPqwyQYSlop6hyoVtNhLtmWWy+5Y//vrWiAVfehn/sOUI5Ba/I1sew847FqDRyjfL6d/NtTdjzJgvYemfgbiWnJewKenNqK1aistfMOy+cDmWVtWiOYPd5Lrd2WWeE1lld9axFAkMDgGvRCRko5gYnAFgq5Nx01xgvU1NtLy6Hph7EyYrOI0Iz9iNxa2taFXbVsxdP98QCFJgC5bsrjDyalDWGEYI9cZxK1rrr8Du5hTKIk5CO1G91bRZD4RM0SFl64AKI29rNbDkaSVSUqz0eJi4IEnRy1F6iXGRvqQUl0tShov+JfduwOef/wmPXZu5jLLdvAm/wmP43o2G3Ru/h8fwK2xqphhIsHc+C3kWSabN3o8eTzgWIIFBJOCXyISswqSYGMRRGOJNTxY1Mf9VtFRVYTIa8fQSYO5WXUqgsQF18i9Yl0SpUgSCKjIT1VYIA8CUaZhZF0KwrhL1stiyrAY1STUBNO/GlsrF2GQ0AZShojKEBstmJawZlsk3Ye7M9djbApRZ5VMNdj2ORqNoa2szMq7Fw6+/j9C4cbhTpczAstfrcW1bG8wSXS2cRkcsBpxug2UmtdDpDuhFTDtZ1Em1weNBJ9Dc3IwpU6Z08UPSE+cQUFxc3KUME0jAKQT85loJigmnDMkQ9GNyFRZfEcTTjVWoQQPqKhej1X7hrqzPfiHm5Cpsaq2SyQ6Eg0GEAFTWp1ngOQCYZc2E/tmHukVNuK+pCddLwr463L7oZ7j+xUpcnNEPDZrcWqrm6zMU0jQJbuhz+6pIFnUymGLy4BJoamrC1KlTLSfkOHH+WMncIQHHErAWYFJMOHaMhoRjaiFmQyMaG1IWXpZVoLIuZFvTALTUzkk6tgNK5MndG63YWj0TOyWsYP+o6MWKxFRJSy1W1M3EtK4/Du21er1vhajf+gkev/QbmG1Oa1z0bXzv0sfxk7e6D8GrBs06ab91l6x2zOdapC3bfVt2G9wfHFZ79uxRAyrf6cag1ycgK5DAABJQz5mgkBhA4mwqPQERDaEQQqhEfdK8RBlqtlZjzowgglZNmcKwDpJ2ZMpkp73szGpsVfMZtoUTEr3YCmVziVFbohdV9mhIktXeH8jFwPplWTIF09f9O+r+6au4W4UifovGddMx5Z/kjgrgtw9fhnuwFrsenW1rSNOnHlMiE0llS2ajHDfhp29+C6rqb3+Kx1GOV0t0uzZj3HUJgV27diXOmxSf5ZzihwScSsDvASAbPyQwuAT0SEKSjjAdsqYuzATzezKqNm0yD/TvjGVTnjORbTmkaSO5xYxHCTHxj/jFM3txxU2X4Qmj9O3P7MQ/Ghd9/RqREB8fP3cXbq7eppeUOtOX4JVffAsX6esx1Qon3XYJ/rF6Ce66+TJcpkpPx5JXHkaJCJCMXjGDBEiABHJPQIkJMUtBkXu4tDh0CSRFJgTDVx7Cjh0P2YAkogdfeWgHdshdVcYaiy/c9Rx23GUrKruGQEgtiy/cheeSCifspljgocsJMDLh8gE8z923xMR53k92jwQGnIApDga8YTZIAiRAAgNMwHo3ByMTA0yezZ3XBORXJH9JntdDPOCd4/k04MjZYC8IWGKiF3VYlARIoBsCgUAAx48fx6RJk7B///5uSjKLBLIjUFJSos4pObf4IQEnEqCYcOKo0CdXExgzZgxeeuklhEIhlJaWurovdN4ZBE6cOKHOKTm3+CEBJxJQbw11omP0iQTcSmD+/PlYvXo1Vq1ahUgk4tZu0G8HEZCIhLwk7r777nOQV3SFBBIEGJlIsOAeCeSMAP/o5wwlDZEACbiAgPUETBf4ShdJgARIgARIgAQcSMDrQJ/oEgmQAAmQAAmQgIsIcJrDRYNFV91DoK6uDgcPHkRHR4d7nKanjiWQn5+PiRMnorKy0rE+0rGhTYBiYmiPP3vfDwRq16xBUWEhFixYgLFjx/ZDCzQ51AgcOXIE69atg5xbVfPnD7Xus78uIEAx4YJBoovuInDs6FF8Z/FiBINBnDlzxl3O01tHEhg9ejTmzZuHFStWONI/OkUCXDPBc4AEckxAbgeVP/7t7e05tkxzQ5WAnEtyTvFW46F6Bji/34xMOH+M6KELCfBx2i4cNIe7zMdpO3yAhrh7FBND/AQYmO43IhxsQEVrDcq6NNhdXpfCrkrgH39XDRedJQES6AMBTnP0Ad7QqCoX+yCCwTAa+6XDZagxRUZLLebMqUVLX9rJhY2+tG+ra0Yn+K2/9Iwc+sbBdmpxlwQcR4BiwnFD4jCHGhtQV1mP+so6NPSPmnBYh3Pjjlw45RXkWW3NqzFn1Cj1uGR5ZHJ4U3K95tVzrLxR4U3Z2dQ09FxvE8Jp2svK52z7xnJZj1dP3OWc4ocEnEqAYsKpI+MQvxob6lBZUYayikrUJamJFtTOmYPa2rC6a8GKXEhkQEUyJJoRxJzaRJyhIaynJadL5EOiHi2onb8EW7YswQypHzaUSzf20CWvMY0N074J1H7c+z6YVrL5zu6XeCMWfOll/MOWI5Db/45seQw771iARuMV5s21N+NLL/8DtkiebE/eqF5t3pPtnus1o/bmH2PntcjKXk/tMb9vUYds+GVzzrEMCQwWAYqJwSLvhnZbarFiZzXul4UOZRWorFsBmzYAsAVLdlegtbUVrWqqohHhGesxd6scy1aPK3Y3Gz2tAyqM9K3VwJKnU6ZNJqNqTTVmzqzGVqlbI42Kvd1YrGxJ3a2Yu36+4UO6tpDGRk+g0/UhU5s92UrONy8QzWvKMXbsQrxmCIR4/DUsHDsW5Wuaof/YvByllxgXo0tKcbmYUWVfw789eDle2HAvLrHqZnPR6rneawtnYs+iDVikN0ZB0Su+2YxB9mXkWSSZNvMckm9+SMDJBLgA08mjM8i+tby6Hpi7BpOVH2W4v3oF5r/agqoqPQWYiWqlNAxH1ZTIYrSa2ShDTY3kSZShEhXm6svJN2HuzPXY2wKUWWXTdFbsyb9gXVJmpeiTZpl+SdNWy96ksj0fpOlDpja78zWloWg0ira2NpU6dt4LeL0jhK/f9DRer/8a3gjdich/NOOFG4C2trF4+PX3ERo3Dneq0jOw7PV6XNvWhrZ972MHnsWz4561rM9Y9jrqKy+2jtPu9FBvX10IP7r4ddRf24Y3fwVETrfBcDWtOSb2L4Hm5mZMmTKlSyOSbp5DkllcXNylDBNIwCkEKCacMhKO86MFr67fgi1bZiC4xObczFfRUlVlCAxben/tVtYbUYqUBvpz/UamNlNc6OlQ5sDNT8nd6/DTpqn4+pTlmL70Nbw4W9ZFSO4+1C1qwn1NTbheHdbh9kU/w/UvVuJiTUN8+lK8JvvK0FtYNnURfnb9i+hWT3RX76Nl+HrTfWhaXqLm8uUHbzxu+mJ6y++BJtDU1ISpU6dazcqx/fyxMrhDAg4lwGkOhw7MoLvV+DSWwJhysE0zVGMJns50IZ8yDTOTpkIaETbXPmTboS27YU6M6FMrIdhNtNTO0Y+7a8tuQ7W7U0VB1K6KdnTjjJrOydBmN9XSZdlD1LJ/8ZTpRjFbCPytn+DxS7+B2WaY/aJv43uXPo6fvCVl9OIJO7PxjTu2Ye9HtvpmvaTvzPU++nA38MJ31YVLLl7ffUEOp+L2uo841ZHEsCfGuc/fs2ePGjj5Tox5oh3j5OEXCTiSAMWEI4dl8J1SCy8Xp0YgJqNqcepCTJuvk6uwaetcrJ9hLrQMYee0ruFbW43k3clVWFxZh5C1ALMMNVursTNk2gtixpIr9OmSTG2lsXG/LNEwfWqQCZfuPt202V21lDy5GCStzn9zGco2lOPVXa+ifEMZlr1p3LFRMgXT1/076j407+B4E43rpmNKiQatZDbK8Th+apbVbHnd3SXRTb2Sbz2PXbt2WdvaO4A71u7C89/SIxVJPnfXBvOSxzdHPGRsMo2BnFP8kIBTCXiOx+PxgngcDy1bhqWLFzvVT/pFAq4h8Mgjj+Dxxx/Hvn37lM8fP3cXbq6eimd2PoL/pVJ+h0euuBdNS17BL751EfC7R3DFvS9a/bv9mZ14RC8IQC9r5ibnWVXS7GRX73ePXIHf3GhvL40pJjmCwMUXX4ylS5dCzi9+SMAJBORdMcuXL4fH4wHXTDhhROjDeUfAjExIx75w13PYcRcgiyT0VRRfwUM7dqg+q3nxrzyEHTsesjGwr2HQyyZy7Xm2Kl12s6v3lYd24CvI1maXRpgwgAQYmRhA2Gyq1wQoJnqNjBVIIDsCSihkV7SXpX6PH151H36ZttY3sfrdh/DVtHlMJAESIIH+IeDnLFz/gKXVoU1AfkX23y/Jr2DZ9u1YlgmxtJ0pj+muJdB/55NrkdBxBxFgZMJBg0FXzg8CgUAAx48fx6RJk7B///7zo1PsxaASKCkpUeeUnFv8kIATCVBMOHFU6JOrCYwZMwYvvfQSQqEQSktLXd0XOu8MAidOnFDnlJxb/JCAEwlQTDhxVOiTqwnMnz8fq1evxqpVqxCJRFzdFzrvDAISkZCXwN13333OcIhekEAKAYqJFCA8JIFcEOAf/VxQpA0SIAG3EOBDq9wyUvSTBEiABEiABBxKgGLCoQNDt0iABEiABEjALQQ4zeGWkaKfriJQV1eHgwcPoqOjw1V+01lnEsjPz8fEiRNRWdn9w+Cd6T29GgoEKCaGwiizjwNKoHbNGhQVFmLBggUYO3bsgLbNxs5PAkeOHMG6desg51bV/PnnZyfZK1cToJhw9fDReScSOHb0KL6zeDGCwSDOnDnjRBfpk8sIjB49GvPmzYO8C4EfEnAiAa6ZcOKo0CdXE5DbQeWPf3t7u6v7QeedQ0DOJTmneKuxc8aEniQTYGQimQePSCAnBPr3cdo5cZFGXEaAj9N22YANMXcpJobYgDu/u40IBxtQ0VqDsgF1Nvft8o//gA4gGyMBEhhEAhQTgwh/aDYtF+0Q6tJ1fmY1tm46fx4/3Tsx0YgFozbgluMrB1hEpRsIppEACZBA7whQTPSOF0v3mUAZalpbUaPspIsGNPa5BScYECHRu1eQ34gnj94IaBq0Hjrw2sIxuOPniULfXncUT31DP07OuxaP/+UVzL8kUZZ77iXQO3Hq3n7Sc3cS4AJMd47bee91Qzio7oaQOyLm1LYY/W1B7Zw5qK0NG3lhKOnRUos5wUzlE+liK2zXKo2mHSmTHC1ptLUfDM6B5UIvyMsf/9xvzWiKP4YtR45Abhc8suUx7LxjARpVW41o2GnLe+FyLK2qRXO/+NEffaPN7s6XXpx6LEoCA06AYmLAkbPBngnUARWtaG1tRevWamDJ07poUBW3YMnuCj1PratoRHjGbiyWsmrbirnr5xsX/8mo2mSm67Z2hgwBgkaEQztRvdXMr4f1OKDGMEKoN+y1orX+Cuxu7tnr1BLWheG1hRi78DVDWLyGhWPLsaZZv3A2rylH+ZpmxOOSvhCvqQu/vr9w4Vj1nAp5VoVeRupcgnufvBeXmAKhZQ/+fO2lxvGNeHKDLe/GW3A30A+Chhd9a2zNcejDt4xvps3eTur5xWMScBIBTnM4aTToi0GgEhXm6svJN2HuzPXY2wKUTZbsmai+38wE0NiAOvkXTF6FUSkXfykv0YeQPc+QDFKvcjFalc0U8FOmYWZdCMG6StSLYCmrMaZlUsp1cxiNRtHW1qaXuOBizNjxPt5ruxYXv/krPIs/Y8av38O8SuDX/xXDzT8ei7a2HYgggtNtbWjDaUTwLHB9M5ofBrCvDqGv1+C/5z2GG8w233wQU77zPDBjGV6vn4exqp6ZqX/vq/sRni39Hh5Ok5dckkeDSaC5uRlTpkzp4oKkW+cQgOLi4i5lmEACTiHAyIRTRoJ+nDuBSlsUwYhQ1IjeUEICqLeiFrboQ3etTa7CJlWnAg3G9EnS9Eh3dW15smZCbSXXozz+a/zmQw1vNO7C0p8uRfzXv8GHWgua4uW4vkTKxaH+qTqydydunG2rP30XWj40jqXM7B+iqakJTT/SsGjKUrxhtmV+v7EUX/91OV774WzdBzOd347kIWNp/8ixdf4YY2bP5z4JOI0AxYTTRoT+9I5AWQUq60JJayFa/nOVFwAAIABJREFUauckjisrEndHqCiGYV5FHxoS0ye2vER9fbHo1uqZ2CmhkV5+EiHqi3DDLcDej95C4+5bcMPsG3ALNuCNtz7E7ksvwUUqRA4lJtBlX59SUE2nC6VfdANumb4bH36UmHr4qO52TP33KWhc923DdiIv4RPTnMZiz549apjlO51vvTz9WJwEBpQApzkGFDcbyz2BMtRsrcacGUEELeMyPSEHNahvkMWVRkZlZWJdxOQqrKmegxlmpi1v8k1zsdNuT92ymm4+xGqwy45cDOx3c5RcfCnWffe7mP7AqyjRSjC7HLjpu4/jjrW7jHL6PRzq16hxP4e+L6Y1xNWXBu3DZzHvZ1/E84/O1tvc9wY2bLsUVSq6Afz24ctwD9Zi1/Ozs7ozpIvjTBhUArt2medDVzfknOKHBJxKgGLCqSMzJPySX/629Q+qz6lpsohyk0HDvm8DpKYlqmwJid2ymla06veh6om2/clVm9Bqr2bmdWMvYbnnPbuYwFe/jtuxB1NmlyjxUDL7Zkx/Aph8kUxdiC3bNEfSvpknRTRoF83GzXtuxmWXme1Px5JXfoGvSij84+dQu07S78Fl6lsvc/szO/HI/zLL85sESIAEck+AYiL3TGmRBFSYOklM4Ct4aMdXVJRBiYcv3IXndtyVODbzRRQk7QvML+Cu554zysr+DkjNxMcQJJbNRI6+ZwqW1HQeu4kAIxNuGq2h5yvFxNAbc/Z4gAgki4kBapTNkAAJkMAgEKCYGATobPL8J2AuoDv/e8oeDhQBRiYGijTbORcCFBPnQo11SKAbAoFAAMePH8ekSZOwf//+bkoyiwSyI1BSUqLOKTm3+CEBJxKgmHDiqNAnVxMYM2YMXnrpJYRCIZSWnj8vLnP1oLjc+RMnTqhzSs4tfkjAiQQoJpw4KvTJ1QTmz5+P1atXY9WqVYhEIq7uC513BgGJSIwaNQr33XefMxyiFySQQoBiIgUID0kgFwT4Rz8XFGmDBEjALQT4BEy3jBT9JAESIAESIAGHEqCYcOjA0C0SIAESIAEScAsBTnO4ZaTop6sI1NXV4eDBg+jo6HCV33TWmQTy8/MxceJEVFYab711ppv0aggToJgYwoPPrvcPgdo1a1BUWIgFCxZg7Nix/dMIrQ4pAkeOHMG6desg51bV/PlDqu/srDsIUEy4Y5zopYsIHDt6FN9ZvBjBYBBnzpxxked01akERo8ejXnz5mHFihVOdZF+DXECXDMxxE8Adj/3BOR2UPnj397ennvjtDgkCci5JOcUbzUeksPvik4zMuGKYaKTbiPAx2m7bcSc7y8fp+38MRrKHlJMDOXRH1J9b0Q42ICK1hqkvvS8vzDwj39/kaVdEiABpxGgmHDaiLjeH7loh1CX0o/K+lbUDNRVXNpuqcWc+cCaTVWYrHwpQ03rQDoA9RryFAy9OGzEglEbcMvxlQMmfnrhHIuSAAmQQBIBiokkHDzIDYFK1A9gBCA3PufWikQl+vYK8jjUP02DllvXaM2lBBjpcunADRG3uQBziAy0E7rZUjsHwWAYjZYzEsUIYk5ti54i0YRgUN0FIXdC9JgOqR9GOJxapwW185dgy5YlmCH2wtKiXtZquzFstSNtqSLKi0w2Laez3pE//n3aRE701QbrnzcMsz7xWJAEBoEAxcQgQD//m6xDyCYKzIv15KpN2Fq9E6E5tWhBC2rnhID6VmyqkomIRoRnrMfcra1obZWtHlfsbjbSd2OxSpP0rZi7fj5M/QGZUKmw1VkieZNRtaYaM2dWY6vUS51fEdES2olqW1sIzUlvc2s1sORpmwDKfvTsQuC1hWPVMyfkuRNjx5ZjTbMhFJrXoFyl6fnla5qNi5/ezgZbvUQeRYadrdv39XPCfn4k9u19y/7MY0kSGHgCnOYYeOZDoMXM0xwiKOp3BzEjuAQzq7dik7mMobEBdZWL0aovcABQhpoa0RJh1Mm/YPIqjErRGapsJSpMGyhDRWUIK15tQdVN3WBu3o0tlYuxydaW1GtIZ3PyTZg7cz32tgBlVvlubBtZ0WgUbW1t+tGbD+LOyH+gufkG6/jBHW1oG/smHvzy+5jf3IwXVM4+1IWq8PR19ai8+DQieBa4vhnNDwPYV4fQ12vw3/Meg2HFaIlfbifQ3NyMKVOmdOmGpFvnEIDi4uIuZZhAAk4hQDHhlJEYQn5MmTYTwJbse1xZ3zW60E3tK0p7cdXvxk5fs6w1ExdPxvTnv4Mpz9+JnzYtx/Wzf4gfQoP2RiOexwt4fsrzSU3d2aJBK5EVE3fiG7M1aLJoouR6lE//NVo+1DD74qTiPDgPCDQ1NWHq1KlWT+TYOn+sVO6QgHMJcJrDuWNzfnrWGMaM9XOxVU1XzEisVZgyDTPrVtimGhoRloUMZRWorAslyqkbNeYkHSdANaKhbiammT/ytuyGBBu6fFLbaqnFCnu9LhXOLcEKUV/0bazbswd79nwDjVOnqovGg2/pCyxxx0+xR+VJvr79cLZMY0AtwJQd047ywnZspvM7wcjNLGT85SPf6fpxbmcha5HAwBBgZGJgOA+xVmTNRMq0RH0r7t87BzOWXIH6Vv12zapN9foCTJnuqKrCpq3AnBlBLDFoyTSIzGXUbK1W6UGLokyjmAfJbcktqGoJBqqwuDKo+6EiG2Z5Mdm1rUQ9W7k+7MrFwPxlue/ZefjZF5/Ho7O/ikd37cI/PTsP/9LyIbS7b8Qd3/0ult24C4/O1htLlNXv4RAbxh7iUkSOeXtHH0bG2VV37dplnTepnso5xQ8JOJUAxYRTR8a1fsnzHFohyx26fMo2obXKnqqXtVLkIp9cQM/KlK5yM6/PKKuRxZeW9eTnTGS0mfo8ismo2rQpYaQXe6aYKJl9M/bcfBkuM+tOX4JXflECTSvBw68swV32PNyOZ3aKYEi9NVSOAcQpJkyM/CYBEnAOAYoJ54wFPTmPCNgjE/jCXXhux13JvTMjDhnzvoKHdnxFj0Soml/AXc89J6EJRiaSSQ6ZI0YmhsxQu7KjFBOuHDY6rRNIjSI4i4sZmXCWV/SGBEiABHJPgGIi90xpkQSsBXREQQK5IsDIRK5I0k5/EKCY6A+qtDmkCQQCARw/fhyTJk3C/v37hzQLdj43BEpKStQ5JecWPyTgRAIUE04cFfrkagJjxozBSy+9hFAohNLSUlf3hc47g8CJEyfUOSXnFj8k4EQCFBNOHBX65GoC8+fPx+rVq7Fq1SpEIhFX94XOO4OARCRGjRqF++67zxkO0QsSSCFAMZEChIckkAsC/KOfC4q0QQIk4BYCfAKmW0aKfpIACZAACZCAQwlQTDh0YOgWCZAACZAACbiFAKc53DJS9NNVBOrq6nDw4EF0dHS4ym8660wC+fn5mDhxIiorK53pIL0a8gQoJob8KUAAuSZQu2YNigoLsWDBAowdOzbX5mlvCBI4cuQI1q1bBzm3qubPH4IE2GWnE6CYcPoI0T/XETh29Ci+s3gxgsEgzpw54zr/6bDzCIwePRrz5s3DihUrnOccPSIBAFwzwdOABHJMQG4HlT/+7e3tObZMc0OVgJxLck7xVuOhegY4v9+MTDh/jOihCwnIo4/5+GMXDpyDXeb55ODBoWuMTPAcOBcCjQgHw2hUVe37qba6y0st25fjbNrJpkxffOha1xQU/NaFFTn0jUPXM4wpJOAcAoxMOGcsBtiTFtTOmYElW+zNzkT11k2ommxPS7fvtLd1ZuNPNmXS9fXc0/hL8tzZsSYJkIC7CFBMuGu8cuxtinhoDCM4vxY3bapCj3oix56cb+ZESCS9gvzDNbj5S0vxZ9XRa/H4X17B/EvOt16zP/1JgOK0P+nSdl8JcAFmXwmeZ/Vnzr3JEBKp0wL2Y/t+CgARJMGgsYVQl5KdOJTIyBzU1prljWmTllrMseoHMae2RVVpqZ2DYFifWDFtNIbN/GR/JD3hwxzoJpLLIMnPIBKm9XJhmw3TB7PdbL8TYf1m1FYtxeUvHIHc4nfkhcuxtKoWzca6ikS5voXBaef85pftecdyJDAYBCgmBoO6Y9rcgiUzbBfeUB2uKO1LTKIR4dBOVG9tRWurbPXo/hE7W7Bkd4VRtgZlaER4xm4sVnWl/lbMXT9fiYHJVYtRWddgrNMQgI1oqKvE4tQ5mcYwQqg3bLaitf4K7G5OAS6CJcVPhEzRIWXrgAqjD1urgSVP29pNsdXNoXVxb96EX+ExfO9G42J34/fwGH6FTc3n98XP6j9Fk1qMm4mHPIsk02av082pxiwSGHQCnOYY9CEYTAdSpjkg0YIgwmhFTdk5+NXYgLrKxWjNWo/MRPX9toakvvwLJsczKkUMTC5DRWUIK2rvR1nVZLTUrsDO6jWoSXVzyjTMrAshWFeJ+tYalJXVdC3TvBtbKhdjk+WnbrtBtSMGK1FhujX5JsyduR57W4Ayq3xqo12Po9Eo2tra9IzTHYjFgNNtbdBTTqNDT4BZpKsFpgwVAs3NzZgyZUqX7kq6dQ4BKC4u7lKGCSTgFAIUE04ZCUf4MRk3zZ2J9erKOUgOVdajNYOSKbu/GitmPI3Gqgo0LAHmbk1zdZ9chU2tVSpyEQ4GERJpUH+O4qiPCKw1E5qGeBxqDYWmbGrQ9ARoekIfW2J1txNoamrC1KlTrW7IsXX+WKncIQHnEuA0h3PHZhA8a8TTS7bYpjp2ql/kyhEVNejBJRUVsE1FZFPHbrKsApV1Idv6BUDWSljrGSZXYXFlHRrCegQkdYZDTCXKy90brdhaPRM7RRzZP8rPFcZaClUJK+pmYlrXH4f2Wr3eT4So9aqJ47iZ0G34216e++f/lNCePXvUeSHf6ca71ycgK5DAABJgZGIAYTuvKX3NxBKbY4lf8WW4v3oFZswIQuVXVvaw/kGmIqqwpnoOZgSDusVs6tjaBspQs7Uac2Qdh5Uu0xXWAcoqKhEK1aGyvssEhyo0+aa52GmvP7MaW9V8hm3hhEQvtkK1Y/Zd+p1OnCRa7t2eXAysX5Yls1GOm/DTN7+FR2cD+O1P8TjK8WqJxshE77Ce96V37dqVOG9SeivnFD8k4FQCnmPxeLwwHsdDy5Zh6eLFTvWTfpGAawg88sgjePzxx7Fv376Ezx8/h7tursY2lTIdS175Bb51USKbeyTQE4GLL74YS5cuhZxf/JCAEwjIu2KWL18Oj8cDRiacMCL04bwjkBSZkN594S48t+MuWz8ZlbDB4G4WBBiZyAISiwwaAYqJQUPPhs93AtY0x/neUfaPBEhgyBOgmBjypwAB9AcB+RXJX5L9QXbo2uT5NHTH3g09p5hwwyjRR1cRCAQCOH78OCZNmoT9+/e7ync660wCJSUl6pySc4sfEnAiAYoJJ44KfXI1gTFjxuCll15CKBRCaWmpq/tC551B4MSJE+qcknOLHxJwIgGKCSeOCn1yNYH58+dj9erVWLVqFSKRiKv7QuedQUAiEqNGjcJ9993nDIfoBQmkEKCYSAHCQxLIBQH+0c8FRdogARJwCwE+AdMtI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBCgmHDowdIsESIAESIAE3EKAYsItI0U/SYAESIAESMChBAZITAQQDhah0aEQ6BYJkAAJkAAJkMC5E8iBmBChMBLBcCDJi8bwSAQtARFBTesZlCWV6OagsQhBsWnfTPuSZ+6LiZYClAWHY3VLwp60Hc6kXM6hfsvq4Qlf7G1bTeoMMrZpleMOCZAACZAACZx/BHIgJgSKhmvfL0hc0FsK8KP3NVx7DrzUhftHGra2nkCrtZ3EE6b9KRqurQskohzNXvwZXqx/xeyKF03va7h0SobGe1lf/JmxPpLwpyaSYtiL1WUFeP9cOptiiYckQAIkQAIk4EYC5hW4j77H8IMfxPDA03p0ouWVAP7HD9rxPyyr9mkOfT+sIhd69KFstelGAE8/EEN9YzsmW3VlR8N9jSdxnyRO7sTca31oMiIRjQ0+PFHfAezx6TVa8rAeEdycbCBhrVf1M/mTMNcYHo49PziJHyQ6m8jkHgmQAAmQAAkMAQLmVbzvXS2LoFJFDAJ4en0E93c7pxEAKozIw//f3vnFNnXlefxrOy4UNFrapg9VlUYkTaYr+gIaWmmEaIeBKX8etn1IQyT+REtXQJAqNVpewBkEITzAagZV05JhYJQZCREm6kw1GmjZZCl53GEEUhdYltT8UR/60n8EUQVs37v6nXuOfezYju3rmGv4Orq55557fuf8zud7zz0/H18nF+8Du+Z6Kw2jUQx1J2b4OMTB6regVyJkFSKFtlUpLNKrFRLI4K0HOcGI3b0y7G9EcAVRdFgft2QCH0BWLQ6238Xhon2122aaBEiABEiABB49Ag12lz7++GP7MG/6zTffzJsPJPDugbnYuioCvHUPLdArBXlLJ7DOTMBqpWC+WmkwWWkTeR5iyRxcUBkODlz0Vida2lK4cDoC3IjgL4sSGEUC6J7rrVZcD2PROserwq+91LL0Pi6mV0pkVWU+Plx9Fz3xeVhyfQrfH9ZtpZ2eniiF63Qr5pAACZAACZBAfRDICiY2b948o9d37twpWKalZwqLdkWxblQm2GLBRIEqzPMMh/XqRMsURr+fAiCT+NyMkayCdEQxug5A+wOV39oOHPx0LhYNJbDusC6ats+YqlSp9jlmEjCt656H03HgxkQEGIpiwZBVaOifcOXAXYz2ZAcYpXC1amGSBEiABEiABAJPIBaLpX3MCiaKBQppi6IJ+dZG7gOKRQ2yT7ZM4bcHfoQlC+ZhpOi3P1JoXzoPHR2yWuFN3C2rE8DWKK4sTeDd7FrzHJVoL6sm+BHeH53SH2VEcXrIQfu7QMuqu/i+J1O1fIPk9Lo7eT/y8M810w5TJEACJEACJBA0AtV7ZqJKPWvpuYvvR5D1nIJ8xfTKgXveA5iqHXnuQYKIFNrMg5YtKSy6EJ7heQnjZKn28uDnD0CH+ZrqPGBEPwhqquKeBEiABEiABB5zAqFvXdd90nXxy74+7N658zHHwe6TAAmQAAmQAAmUQuDQoUPo7+9HKBRC4FYmSukAy5AACZAACZAACQSHAIOJ4GhBT0iABEiABEigLgkwmKhL2eg0CZAACZAACQSHAIOJ4GhBT0iABEiABEigLgkwmKhL2eg0CZAACZAACQSHAIOJ4GhBT0iABEiABEigLgkwmKhL2eg0CZAACZAACQSHAIOJ4GhBT0iABEiABEigLgkwmKhL2eg0CZAACZAACQSHAIOJ4GhBT0iABEiABEigLglk/aOvuuwBnSaBgBEYGhrCV199hfv37wfMs0fHnTlz5uC5555Dd3d3RZ2iRhVhK8uIGpWF66EU9quR7XSDax8xTQIk4IvAkcFBzHvySbz33ntobGz0VReNCxP4+uuvcerUKQjv7du2FS6Y5ww1ygNlFrKo0SxArXKVfjTKdSW9MsGgIhcNj0mgfALffvMNtuzciQULFuCHH34ovwJalETg6aefRldXF+QfDZX7okblEqusPDWqjFstrfxolOtnWIIIBhK5WHhMApURSCQSkAE6NTVVWQW0KomA8BXOwrvcFzUql1hl5alRZdxqaeVHo1w/0x9zMKDIRcNjEqiMgOu6kI2v2SXghzE1ml1tTO3UyJAI7t6PRnavGhy9MsFbn42FaRLwR6BaA9SfF7QuRoAaFaMTjHPUKBg6lOJFemWilMIsQwIkUBqBx+cmeBNHfrEV+O1/YvvC0tgEpdTjo1FQiJfvx+Op0Sjee+oM1n73a6wqH9lDs1DBBFclHhp/NvwIEpAboOPIml/QXjcxuPon2H3B9mspBv7xKbZVHAg43jNXjoNad9nPRFM7jcbQ+0wn/rB0AP/4dBs8zJJ3Bmu/+RVW2lKUk745iNXbgSPpOssxrl3Z+tBI8xCmP9mNrOGBzTjlR6eKULtQPzKmKrIvz8iPRnZL6W9z2JlMkwAJ+CNQrQHqz4tca5n4l2L/3z/BthZ9bqwXjduPYNUn22Cycq2KH5tgQp4TKV4yaGdro5FMC5uw6Z93Y/uRVfhEgdeThTxbUykUx7N0/NRRads1tKuNRgBkHKz/X+z/+9f4xBoINwbXYMeROH6eHjC16HwVro9auJnThvoLmKGcTB6SAAn4IyA3wdpucQyuaVR/22LNYLxg26pXtm8Alv7LKixUeZk65G9kyNY7ZvUjPog1Ol/OmXay6tRlzLnZZOBPIRRkVF2fPS/X7tgPxH6DMcVZe250KMA1PrgGjY292kZ0GEOv4j6GwR0xXLgQwyuiR+9Y3r549o1oXDOIuGmrxvv60GgMvRJI/PcZbF1oXe+ui4Vbz+DM1oVw3WJjQ3TpRW+vN2bssaGupQL6uoXyTYRZI638amTsGxhIGBTck0B1CCSTSUxOTlansplquT0jCcy2AAALx0lEQVSEjhX9uIgl6DsXR7zZM8jf/j3cT11A/6vPImbV23V8j/a3EV3DcXSZc6rud/HX+H68jvOIvfpnrD4Xx7Bq4zxiscuYnFyI+6kUcG8Sk/8jvnyBHfE4XgdmncH8+fONp2Xva6fRPSSQwL3GLmzrasXB97uxtFvnTU5iUnG9gm3xOIZVL25jqGM73v/pCLq7hnHufgdWvPE+zo38DJ91rEfieBzDAvenffjzvwP/MdINkSOf3o1dw4iLmKLjs8/qa2QE3foaKRtaBQZ1odHtK7i8ZDW6GydReNgWGxui5x+B1+KI79G8VxzGX7uKjZvLiL1aQPdm+/qoAHqZJn40sptqMP+cg0GFjYVpEgg+gfOxVmz5vz6ci8fVhFKaxxJ02BOKTF6tiCGO/TJJnY+hdctJqyodWpwfw8muHelgBXgd+/dLsdte2c9iaO0HjqvAwzJnMk3g9X/rwwcrfofz3daTEsJVflpt5kDXTUBEbe4ewfEvWrGitR9L+s5hRDQq99XcjZG4/NlxT+vWHx9HXIldbkWPeflCY0Nh6cJKo03zz7BuyWnckqFxs8C4OR8rqns9klYrExJIMJioR/noc1AJ1OIBzOX7JjBxewhvt7biEhZj99ifZnjX6UA+Y5cnJTMPSzbhtTWL8bcbN+G4x9D2DnBsYgKvKbDj6GsbgyvlxS7vg6Vy7iIGJtqxHsMY/WwflnvGQZUm7VctNJI/Cah+hGHTJvSsb8Nvft+CH0uu4br+GCb6c6FlNGpuWQzgklfeCOc46hkV6cOMD+nJNbJyQF8jE5holktgRqs0p4eZqImfTc1ov/gB/uvmpsLjZ7yv8NiwNVawrHFWaNxIfkHdrWvmYcIvs+2wrEwwkCiTGouTwAwEqvu5e/bnuFl1v7AZp65fx/XrB4GdbWhra8PbQ7fyfoYuduqV9VnsOH43cAntC19Qt0R0rsRyc358FMPyiKAcN7di8fAHGLplfBlHLDau2oEEMlv2Yd/1Y3DfaUNs3JSZ3f0MEsx4Oouj6XPV9144oRi6LpbvO4b2gYEM1+Ur0Tn8ThazW0NvZ47HY1h5Zi1Gr49i7ZmVmXyR8tIXuFXEX6lHroe2ncBBdY2cwuYXZleTXKYzijBDgdz6Zud4ObbsBgZWvm1d35rTeMwbTzIOCo0NGSJmnGg9VLckXWjcFNV9en2z02+vjzNIUPLp9Lc5GFCUzIwFSaAoARn4NXlHleVFEzaevIaNOi9/+/LNi0s4sKodA5Zt59Fr2LtM3uHuxdHRl9Derk92dqIT3rtYp2kjTp510WXZLt51VvVThSjyDtlZhr3XjmLPS+1oX7wLZ09uKuPjF8uhEpPCudJX7TTyVgBEDy+1DP+6azFOHdBcsQx7z+5C1xvtMNiBThy95uDmUBfeONCOo9c2oskBNp702HbuOouTmzZie+dLeKf9FNB5FNf2Lp+GomnjSVzLXBAzr2BMq8F/Rn1oBChWy/+YdX17vRctmoqPDU02o7H5hpMDp7nQuGkuqLsZu5n6/OtQrAY/Gtn18gFMmwbTJFAlAuaGUKXqqlRNEzacuIoN02rLLKkv23MVV+UhMvOStJkImzbgxNVsa1kt33DihBTSH50sw56rV6GqMHamroDta6OR8FiWYQigacMJKIyGTx6uCmZuOXhsBaP4bmtVm77UXsCa9iufDh5sFS7YvBWJ9NjI1VjGmTUm8tSr+pUn3xtrufXVnnslLaZXJioxpg0JkMB0ArV71zu97WI5L7/8crHTuHz5ctHzQTvp5x1VrTR61JiXew08ChpJn+ttbJSjkx+N7HYYTNg0mCaBKhGo6TuqEn3+/PPPi5YMos9FHfZ5shb9JXN/IgVBI+lBLfzwR+rhWzOYePga0INHjIBE+tWK9h8xNFXtjh/G1KiqUhSsjBoVRBOYE340sjvBYMKmwTQJ+CQQjUbx3Xff4fnnn8eXX37pszaaFyLQ1NSkOAvvcl/UqFxilZWnRpVxq6WVH41y/WQwkUuExyTgg8AzzzyDjz76CB0dHXjxxRd91ETTYgTu3LmjOAvvcl/UqFxilZWnRpVxq6WVH41y/Qx967ruk66LX/b1YffOnbnneUwCJFAmgQ8//FC9a04kEmVasnipBGR14amnnkJPT0+pJlnlqFEWjlk5oEazgrWqlfrV6NChQ+jv70coFAJXJqoqDSsjAVQ8wZFd7QhUGoTUzkO2RI3q6xow/5qjvrymtyRAAiRAAiRAAoEhwGAiMFLQERIgARIgARKoTwIMJupTN3pNAiRAAiRAAoEhwGAiMFLQERIgARIgARKoTwIMJupTN3pNAiRAAiRAAoEhwGAiMFLQERIgARIgARKoTwIMJupTN3pNAiRAAiRAAoEhwGAiMFLQERIgARIgARKoTwIMJupTN3pNAiRAAiRAAoEhwGAiMFLQERIgARIgARKoTwIMJupTN3pNAiRAAiRAAoEhwGAiMFLQERIgARIgARKoTwLeP/oKhfDKK69g4NCh+uwFvSaBWSLgAsi3pZuTk6H0UeUJV7cjewdwrM2VPNdVmzQQDoURCgMh3a7juHAcB66TgpPytpROu66j/Pd+eW1IWtz2XiGEQyH1X/9CqlLdnZDdLTnwGguFw4hEGtQWboggEgbCESAse+2T8cu0UPI+41TGRPshrZtNTpq0rY3k28fCzbyU9+qXySlzr+tS2qSAlOiTki2FlGzJJJKppKeDMHc8vVyLtGoxzVqYCzDJ9Rwz3CRf/gujbGHFO4JwRFhHlO7KFdM3c21A2hOZxEa2jCZSvdQdlmb8MDDIsq4fr25TtanePhZXLXezNFIHxsjU72Ovxooj48UbQ7JPiU6OAyflQMaDtCm6qLJaK0ftU+lxNm28qTEXgvwITOWyEsyrx6tU1eppD7lAbPW9C1m09cZPxBtDomskjEiDHkdaK6NZxSgsjdLXlTVujD659RutzF7Oy4qDlM+3l7hBrjl5qX9BHgUgm6KrsvmLBEhACJhBlbs358zN0BtOlTGTulU9egiaYMLcGB3JV790/TJRmJsO9E1TbpZq0wGFCSykElO9bkhneW1mTW7mZpk1x3m3En3DkMlNTWyRCMJhmeQyk5YJJtSNULta6s5mYNtIs+bGZ/Zy3qTFzmySb9JqL7/sl67Lzio5resy2qSDPQksJIjQQYXjpNRkoiYnb7Yy0npNad6KkQoaJFtfPco/E9jpvQQTirOw1pOY5bRySwUUmUw7kDDxipLPxC6ZomWnTHu2Ya5Gcs7oI3ux0fjSaZOnrkXdfWNn111uWiP3AgUrIHdSOuCWoEECc/FJ/ZJxIwGBBID6nDpvoGaCOhPkeT7pi0l1TOy9HqWDEKsdr19eeRNMeGOoQY2hdCBhBeTKxuJSDgftUsZEu2prYtKZQl7K60W2ZvmCCLFX+fq+INZqZSIpNyS5AKwTuY3wmAQeFwJqMOoboIwL2VJ6b+b09E1Lxo0Y6AFr5oV8rEy9cs6+T6j7kLnpyjspR7+bUhNV9iqF2KYni4hnlEoCqWQEyaSDVDKFRCKBpNoeqHfNylf9TkzuohnfXfVOKySTlQQJYfOO2LsXqEkiPfnpm2qkAdFoGNEnwmiIhhCNQr2ramgAZJPgolQehpHdf5Nn9nLDksBJuqrSmp25wQlTo9G0ve6rYi36aJ2kbpNn2im618LJTnxNii4JYQ4kEkDiQQSJRBKJB0kkkwnFPBNcKCs9maqlA8jqjmItvEVM8Uffe805pUcogkhDSHMW3lArQcod45NXfVpTCR4iEU8LNUm5mRWjsNd89sVXtOP6pHA05Uxa78Vt0cdok7sXzmJrxo3RSI0nWT2QvpvKrUFRlj7im/ZHtWWCCNFJa5RMhJBIOEilvODBW4nQAbgEgmYlzw4oJGJUKwneKkJEB9AGhVruUSuGXj0mIFGrhG5KBfdKGL3SJOAjDTJ+5qjxI2Mo+oQ3hqJPwNPXTPzWPt1eKQmLgxHNG8fZGpnxZJAbCbL00e1JkGA2sZO07I2tcev/AQi/jLOeE7wWAAAAAElFTkSuQmCC"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "默认安装路径：C:\\Program Files\\mingw-w64\\x86_64-8.1.0-win32-seh-rt_v6-rev0\n",
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "attachments": {
    "image.png": {
     "image/png": 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"
    }
   },
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![image.png](attachment:image.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "g++ -v"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "g++ -o helloworld helloworld.cpp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  },
  "toc": {
   "base_numbering": 1,
   "nav_menu": {},
   "number_sections": true,
   "sideBar": true,
   "skip_h1_title": false,
   "title_cell": "Table of Contents",
   "title_sidebar": "Contents",
   "toc_cell": false,
   "toc_position": {},
   "toc_section_display": true,
   "toc_window_display": false
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
